Hyperparameter Optimization Using Successive Halving with Greedy Cross Validation.
Daniel S. SoperPublished in: Algorithms (2023)
Keyphrases
- cross validation
- grid search
- hyperparameters
- model selection
- support vector
- variable selection
- training set
- regularization parameter
- gaussian process
- generalization error
- random sampling
- cross validated
- gaussian processes
- parameter optimization
- ls svm
- bayesian inference
- machine learning
- unseen data
- data sets
- generalization ability
- regression model
- genetic algorithm
- sample size
- evolutionary algorithm
- random search
- multi class
- nearest neighbor classifiers
- probabilistic model